Triple

T23512797
Position Surface form Disambiguated ID Type / Status
Subject Peter Barkworth E572473 entity
Predicate notableWork P4 FINISHED
Object Telford's Change
Telford's Change is a British television drama series starring Peter Barkworth as a middle-aged banker reassessing his life and career.
E1591538 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Telford's Change | Statement: [Peter Barkworth, notableWork, Telford's Change]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Telford's Change
Context triple: [Peter Barkworth, notableWork, Telford's Change]
  • A. Steel Town
    Steel Town is a nickname for Youngstown, Ohio, reflecting its historic role as a major American steel-producing city.
  • B. Steel Town
    Steel Town is a residential and industrial township in Karachi’s Malir District, originally developed to house employees of the Pakistan Steel Mills.
  • C. The Town and the City
    The Town and the City is Jack Kerouac’s debut novel, a semi-autobiographical work that bridges traditional realist storytelling with the more experimental style of his later Beat Generation writings.
  • D. Broad Town
    Broad Town is a small rural village in Wiltshire, England, known for its picturesque countryside and traditional English village character.
  • E. Newington Green
    Newington Green is a historic area in north London known for its radical political and religious dissent, including its association with early Unitarianism and figures like Mary Wollstonecraft.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Telford's Change
Triple: [Peter Barkworth, notableWork, Telford's Change]
Generated description
Telford's Change is a British television drama series starring Peter Barkworth as a middle-aged banker reassessing his life and career.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Telford's Change
Target entity description: Telford's Change is a British television drama series starring Peter Barkworth as a middle-aged banker reassessing his life and career.
  • A. Steel Town
    Steel Town is a nickname for Youngstown, Ohio, reflecting its historic role as a major American steel-producing city.
  • B. Steel Town
    Steel Town is a residential and industrial township in Karachi’s Malir District, originally developed to house employees of the Pakistan Steel Mills.
  • C. The Town and the City
    The Town and the City is Jack Kerouac’s debut novel, a semi-autobiographical work that bridges traditional realist storytelling with the more experimental style of his later Beat Generation writings.
  • D. Broad Town
    Broad Town is a small rural village in Wiltshire, England, known for its picturesque countryside and traditional English village character.
  • E. Newington Green
    Newington Green is a historic area in north London known for its radical political and religious dissent, including its association with early Unitarianism and figures like Mary Wollstonecraft.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69e245b5e4208190bac8a6509867e394 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1aa7f583881909e78e8fe2e6e25fe completed April 29, 2026, 6:51 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0cdf46f18c81908dfe27a37d667f18 completed May 19, 2026, 10:08 p.m.
NEDg Description generation batch_6a0ce1e95ad48190bcf2f07f169b8276 completed May 19, 2026, 10:19 p.m.
NED2 Entity disambiguation (via description) batch_6a0ce26bb9bc8190826a14b9c894bfd9 completed May 19, 2026, 10:21 p.m.
Created at: April 17, 2026, 6:08 p.m.